Un petit ensemble d'oboles marseillaises du IVe s. av. J.-C. provenant de Sainte Luce (pays Voconces)
Bibliographic record
Abstract
Drawing on data published in 2005 by Yves Girard, about the site Sainte Luce (town ofVercoiran - Drôme, France), which reports that "the limit of this place, accidental discoveries weremade by residents from many years. Examining the only furniture press is revealing periods datingwith particular Massaliètes datable oboles of the Iron Age", we was able to trace these discoveriescurrencies at the same place in the immediate environment of the site. The information confirmsthat this is certainly a deposit whose interest is primarily based on its age (middle of the 2nd quarterof the fourth century BC) and on its area of origin, down the Voconces countries (WesternBaronnies high valley of Ouvèze), a sector which is very little documented in terms of numismaticmaterial for this "high" period. Moreover, by its content that mixes the latest series of obols withheads right and the first with this design now facing left, this small set particularly emphasizes thispoint "hinge" in the Greek Marseille workshop's mint.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.024 | 0.002 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".